{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Plot settings\n",
    "plt.rcParams.update({\n",
    "    'font.size': 12,               # 字體大小\n",
    "    'axes.labelsize': 14,          # 軸標籤字體大小\n",
    "    'xtick.labelsize': 12,         # x 軸刻度字體大小\n",
    "    'ytick.labelsize': 14,         # y 軸刻度字體大小\n",
    "    'legend.fontsize': 12,         # 圖例字體大小\n",
    "    'figure.figsize': [7., 5],     # 圖片大小 \n",
    "    'lines.linewidth': 2,          # 線條寬度\n",
    "    'axes.linewidth': 1.5          # 坐標軸寬度\n",
    "})\n",
    "\n",
    "grid_alpha = 0.6\n",
    "rotation = -60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "# Plot settings\n",
    "plt.rcParams.update({\n",
    "    'font.size': 12,               # 字體大小\n",
    "    'axes.labelsize': 14,          # 軸標籤字體大小\n",
    "    'xtick.labelsize': 12,         # x 軸刻度字體大小\n",
    "    'ytick.labelsize': 14,         # y 軸刻度字體大小\n",
    "    'legend.fontsize': 12,         # 圖例字體大小\n",
    "    'figure.figsize': [12, 10],    # 合併圖大小\n",
    "    'lines.linewidth': 2,          # 線條寬度\n",
    "    'axes.linewidth': 1.5          # 坐標軸寬度\n",
    "})\n",
    "\n",
    "grid_alpha = 0.6\n",
    "rotation = -45\n",
    "width = 0.25  # 柱狀圖寬度\n",
    "\n",
    "# Data\n",
    "models = [\"MolGAN\", \"QuMolGAN-QC\", \"SELFIES-VAE\", \"MoFlow\", \"QMG\\n(CPU simulator)\", \"QMG\\n(ibm_kyiv)\"]\n",
    "models_parameter = [\"MolGAN\", \"QuMolGAN-QC\", \"SELFIES-VAE\", \"MoFlow\", \"QMG\"]\n",
    "validity = [80.40, 79.39, 100, 100, 94.2, 10.8]\n",
    "uniqueness = [71.89, 4.49, 51.08, 99.26, 95.7, 9.4]\n",
    "parameters = [576000, 90000, 77000, 2712000, 134]\n",
    "# log_parameters = [np.log10(p) for p in parameters]\n",
    "sampling_time = [0.035, 1.2, 0.0065, 1.53, 0.678194, 21/5000] # per sample, 92/50000\n",
    "\n",
    "x1 = np.arange(len(models))\n",
    "x2 = np.arange(len(models_parameter))\n",
    "x3 = np.arange(len(models))\n",
    "\n",
    "# Data for the last plot\n",
    "x = np.array([2, 3, 4, 5, 6, 7, 8, 9])\n",
    "simulator = np.array([0.019, 0.0399, 0.0606, 0.111986, 0.167123, 0.261617, 0.356136, 0.678194]) \n",
    "quantum = np.array([7, 9, 10, 12, 15, 16, 19, 21]) / 5000\n",
    "\n",
    "# Create a figure with 2x2 subplots\n",
    "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
    "\n",
    "# Plot 1: Validity and Uniqueness\n",
    "ax1 = axes[0, 0]\n",
    "ax1.bar(x1 - width/2, validity, width, color='skyblue', label='Validity')\n",
    "ax1.bar(x1 + width/2, uniqueness, width, color='orange', label='Uniqueness')\n",
    "ax1.set_ylabel('Percentage (%)')\n",
    "ax1.set_xticks(x1)\n",
    "ax1.set_xticklabels(models, rotation=rotation, ha='left')\n",
    "ax1.legend(frameon=False, loc='upper left')\n",
    "ax1.grid(axis='y', linestyle='--', alpha=grid_alpha)\n",
    "ax1.spines['top'].set_visible(False)\n",
    "ax1.spines['right'].set_visible(False)\n",
    "ax1.text(-0.125, 1.02, 'a', transform=ax1.transAxes, fontsize=26, fontweight='bold')\n",
    "\n",
    "# Plot 2: Parameter Counts (Logarithmic Scale)\n",
    "ax2 = axes[0, 1]\n",
    "ax2.bar(x2, parameters, width, color='gray', label='No. of parameters (log10)')\n",
    "ax2.set_ylabel('No. of parameters (-)')\n",
    "ax2.set_xticks(x2)\n",
    "ax2.set_xticklabels(models_parameter, rotation=rotation, ha='left')\n",
    "ax2.set_yscale('log')\n",
    "ax2.yaxis.set_major_locator(ticker.LogLocator(base=10.0))\n",
    "ax2.yaxis.set_major_formatter(ticker.FuncFormatter(lambda y, _: f\"$10^{{{int(np.log10(y))}}}$\"))\n",
    "\n",
    "ax2.grid(axis='y', linestyle='--', alpha=grid_alpha)\n",
    "ax2.spines['top'].set_visible(False)\n",
    "ax2.spines['right'].set_visible(False)\n",
    "ax2.text(-0.125, 1.02, 'b', transform=ax2.transAxes, fontsize=26, fontweight='bold')\n",
    "\n",
    "# Plot 3: Sampling time (computational efficiency)\n",
    "ax3 = axes[1, 0]\n",
    "ax3.bar(x3, sampling_time, width, color='gray', label='Sampling time (second)')\n",
    "ax3.set_ylabel('Sampling time (second)')\n",
    "ax3.set_xticks(x3)\n",
    "ax3.set_xticklabels(models, rotation=rotation, ha='left')\n",
    "ax3.grid(axis='y', linestyle='--', alpha=grid_alpha)\n",
    "ax3.set_yscale('log')  # or ax.set_yscale('log', base=10)\n",
    "# yticks = [10**1, 10**2, 10**3, 10**4]\n",
    "# ax3.set_yticks(yticks)\n",
    "# ax3.set_yticklabels([r'$10^1$', r'$10^2$', r'$10^3$', r'$10^4$'])\n",
    "ax3.spines['top'].set_visible(False)\n",
    "ax3.spines['right'].set_visible(False)\n",
    "ax3.text(-0.125, 1.02, 'c', transform=ax3.transAxes, fontsize=26, fontweight='bold')\n",
    "\n",
    "# Plot 4: Quantum vs. CPU simulator sampling time\n",
    "ax4 = axes[1, 1]\n",
    "ax4.plot(x, quantum, color=\"#2ECC71\", marker='o', markersize=5, linewidth=1.5, label='Quantum (ibm_kyiv)')\n",
    "ax4.plot(x, simulator, color='#8e44ad', marker='o', markersize=5, linewidth=1.5, label='CPU simulator')\n",
    "ax4.set_xticks(x)\n",
    "ax4.set_xlabel(\"Number of heavy atom (-)\")\n",
    "ax4.set_ylabel(\"Sampling time (second)\")\n",
    "ax4.spines['top'].set_visible(False)\n",
    "ax4.spines['right'].set_visible(False)\n",
    "ax4.legend(fontsize=12, frameon=False, loc='best')\n",
    "ax4.grid(axis='y', linestyle='--', alpha=grid_alpha)\n",
    "ax4.text(-0.125, 1.02, 'd', transform=ax4.transAxes, fontsize=26, fontweight='bold')\n",
    "\n",
    "# Adjust layout and save figure\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"figures/model_comparison.svg\", format=\"svg\")\n",
    "plt.show()\n"
   ]
  }
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